Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T15:38:38.368370Z
Paper Citation Record · LEDGER
As of 20 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2607.20914.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T15:38:38.368370Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
35 of 35 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation c94b1e7d-b9bd-472a-ae78-c4e7d060d2ac · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Communication-efficient learning of deep net- works from decentralized data,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 77a4fab9-4aee-4576-87e4-bb3fa51dc4da · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Lora: Low-rank adaptation of large language models,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e0124607-d981-45f9-baa6-ab5e9dfd234f · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Efficient pretraining and finetuning of quantized llms with low-rank structure,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a3ffd8a3-054c-4cec-a71f-cda31eba6434 · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Ravan: Multi-head low-rank adaptation for federated fine-tuning,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 40ce991d-53d1-4e70-8d5a-0ccda2ef3529 · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Federated optimization in heterogeneous networks,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 5067d808-03c2-42d9-9990-80da13d352f5 · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Scaffold: Stochastic controlled averaging for federated learning,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 1fb11d2b-970a-430e-bb92-a840134f3c83 · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Guaranteed minimum-rank solutions of linear matrix equations via nuclear norm minimization,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e9334978-b22c-458d-bccf-5016c2de3cd9 · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning A singular value thresholding al- gorithm for matrix completion,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 19e19eed-a41c-4dbc-a212-f6399a77cd6e · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Boyd and L
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b3ef53bd-badc-4876-b05c-413880bdf51e · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Flora: Federated fine-tuning large language models with heterogeneous low-rank adaptations,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation bf927fcc-0545-4742-b95b-07ed91676cef · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Fedex-lora: Exact ag- gregation for federated parameter-efficient fine-tuning of foundation models,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 2c026dde-4425-48c3-b87b-199679bba9b3 · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Fed-sb: A silver bullet for extreme communication efficiency and performance in (private) federated lora fine-tuning,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c485f6d-6757-4b80-9dda-573bbca78f8b · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Improving lora in privacy-preserving federated learning,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b78055e1-ab1d-450a-83c5-e2184a63bccc · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning FDLoRA: Personalized Federated Learning of Large Language Model via Dual LoRA Tuning
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ca6c503-ce72-43b9-b5c6-93f7708d51d9 · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Selective aggregation for low-rank adaptation in fed- erated learning (fedsa-lora),
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation da61034e-6f24-46b9-a680-560d04f6f357 · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Heterogeneous lora for federated fine-tuning of on-device foundation models,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 742331c5-6c13-4b02-934a-a212a619758a · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Federated fine-tuning of large language models under heterogeneous tasks and client resources,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c530eab0-1848-47af-903a-e04b78ea75fb · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Adalora: Adaptive budget allocation for parameter-efficient fine-tuning,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7bffd884-c6d9-4ac7-b9b9-99e62f08a631 · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Dora: Weight-decomposed low-rank adapta- tion,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 0b29f9d4-b028-4a38-8f29-16ecaa170fb6 · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Vera: Vector-based random matrix adaptation,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0fb063c9-e957-47f3-9d2b-3cd35a822a1a · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Pissa: Principal singular values and singular vectors adaptation of large language models,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 96554872-65ac-4f38-920a-2d157e8d4662 · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning OLoRA: Orthonormal Low-Rank Adaptation of Large Language Models
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 47cf61b7-2890-4c20-b06d-b9987bfa889e · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Exact matrix completion via convex optimization,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 064e9ade-8942-49fe-948c-421ff7a4ff5c · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning A fast iterative shrinkage-thresholding algo- rithm for linear inverse problems,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92b1ab26-07c1-4f6a-83bf-7c88701456b5 · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Implicit self-regularization in deep neural networks: Evidence from random matrix theory and implications for learning,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5bcdd188-c040-4f95-868a-75ade19b5dbf · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning An image is worth 16x16 words: Trans- formers for image recognition at scale,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 611e01ca-e280-4b1b-9c80-8bb3a67c2c2f · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Exploring the limits of transfer learning with a unified text-to-text transformer,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b3acffe2-699c-42db-b125-8bac0127da82 · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Towards building the federatedgpt: Federated instruction tuning,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 19965e42-9092-4a6d-99fc-5e3794d0be1c · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Learning multiple layers of features from tiny images,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 11afbacf-a47e-4009-9e61-2946c1a677fb · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Reading digits in natural images with unsupervised feature learning,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 750357ef-71e6-45e3-acb8-ada02cd09c46 · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Twenty newsgroups,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation bf701f58-230a-44c4-a0ba-adc69b3ef060 · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Mrqa 2019 shared task: Evaluating generalization in reading comprehension,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 2fcc246d-048f-48f2-a945-c7d3a20f4dff · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Glue: A multi-task benchmark and analysis platform for natural lan- guage understanding,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 4bd5a902-31b7-4122-b7c1-37aa66a81c60 · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning The Llama 3 Herd of Models
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2e1c4a5c-d62c-43f3-a281-280a1c349304 · outbound
Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning LX l=1 hl =h(31) is h∗ l = al µ−1 + ,(32) whereµ>0is chosen such that P lh∗ l =h
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
No inbound Pith citation observations are available.